Dataset statistics
| Number of variables | 35 |
|---|---|
| Number of observations | 1029 |
| Missing cells | 268 |
| Missing cells (%) | 0.7% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 808.4 KiB |
| Average record size in memory | 804.5 B |
Variable types
| NUM | 17 |
|---|---|
| CAT | 15 |
| BOOL | 3 |
EmployeeCount has constant value "1029" | Constant |
Over18 has constant value "1029" | Constant |
StandardHours has constant value "1029" | Constant |
MonthlyIncome is highly correlated with JobLevel | High correlation |
JobLevel is highly correlated with MonthlyIncome | High correlation |
JobRole is highly correlated with Department | High correlation |
Department is highly correlated with JobRole | High correlation |
Age has 136 (13.2%) missing values | Missing |
DailyRate has 27 (2.6%) missing values | Missing |
DistanceFromHome has 95 (9.2%) missing values | Missing |
EmployeeNumber has unique values | Unique |
NumCompaniesWorked has 138 (13.4%) zeros | Zeros |
TrainingTimesLastYear has 39 (3.8%) zeros | Zeros |
YearsAtCompany has 31 (3.0%) zeros | Zeros |
YearsInCurrentRole has 169 (16.4%) zeros | Zeros |
YearsSinceLastPromotion has 415 (40.3%) zeros | Zeros |
YearsWithCurrManager has 188 (18.3%) zeros | Zeros |
Reproduction
| Analysis started | 2020-12-16 23:59:32.803695 |
|---|---|
| Analysis finished | 2020-12-17 00:00:27.470820 |
| Duration | 54.67 seconds |
| Software version | pandas-profiling v2.9.0 |
| Download configuration | config.yaml |
| Distinct | 39 |
|---|---|
| Distinct (%) | 4.4% |
| Missing | 136 |
| Missing (%) | 13.2% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 37.93057111 |
|---|---|
| Minimum | 18 |
| Maximum | 60 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 8.2 KiB |
Quantile statistics
| Minimum | 18 |
|---|---|
| 5-th percentile | 23 |
| Q1 | 31 |
| median | 37 |
| Q3 | 44 |
| 95-th percentile | 55 |
| Maximum | 60 |
| Range | 42 |
| Interquartile range (IQR) | 13 |
Descriptive statistics
| Standard deviation | 9.395978496 |
|---|---|
| Coefficient of variation (CV) | 0.2477151865 |
| Kurtosis | -0.555578353 |
| Mean | 37.93057111 |
| Median Absolute Deviation (MAD) | 6 |
| Skewness | 0.2372086586 |
| Sum | 33872 |
| Variance | 88.28441189 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) | |
| 29 | 49 | 4.8% | |
| 36 | 48 | 4.7% | |
| 34 | 48 | 4.7% | |
| 31 | 47 | 4.6% | |
| 30 | 42 | 4.1% | |
| 33 | 42 | 4.1% | |
| 32 | 42 | 4.1% | |
| 40 | 39 | 3.8% | |
| 38 | 38 | 3.7% | |
| 27 | 37 | 3.6% | |
| 42 | 35 | 3.4% | |
| 41 | 32 | 3.1% | |
| 37 | 30 | 2.9% | |
| 45 | 29 | 2.8% | |
| 39 | 27 | 2.6% | |
| 43 | 26 | 2.5% | |
| 46 | 22 | 2.1% | |
| 50 | 21 | 2.0% | |
| 55 | 19 | 1.8% | |
| 51 | 17 | 1.7% | |
| 24 | 17 | 1.7% | |
| 44 | 16 | 1.6% | |
| 53 | 15 | 1.5% | |
| 52 | 15 | 1.5% | |
| 48 | 14 | 1.4% | |
| Other values (14) | 126 | 12.2% | |
| (Missing) | 136 | 13.2% |
| Value | Count | Frequency (%) | |
| 18 | 5 | 0.5% | |
| 19 | 7 | 0.7% | |
| 20 | 10 | 1.0% | |
| 21 | 8 | 0.8% | |
| 22 | 13 | 1.3% | |
| 23 | 12 | 1.2% | |
| 24 | 17 | 1.7% | |
| 27 | 37 | 3.6% | |
| 29 | 49 | 4.8% | |
| 30 | 42 | 4.1% |
| Value | Count | Frequency (%) | |
| 60 | 3 | 0.3% | |
| 59 | 7 | 0.7% | |
| 58 | 8 | 0.8% | |
| 57 | 3 | 0.3% | |
| 56 | 10 | 1.0% | |
| 55 | 19 | 1.8% | |
| 54 | 13 | 1.3% | |
| 53 | 15 | 1.5% | |
| 52 | 15 | 1.5% | |
| 51 | 17 | 1.7% |
Attrition
Boolean
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 8.2 KiB |
| No | |
|---|---|
| Yes |
| Value | Count | Frequency (%) | |
| No | 853 | 82.9% | |
| Yes | 176 | 17.1% |
BusinessTravel
Categorical
| Distinct | 3 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 5 |
| Missing (%) | 0.5% |
| Memory size | 8.2 KiB |
| Travel_Rarely | |
|---|---|
| Travel_Frequently | |
| Non-Travel |
| Value | Count | Frequency (%) | |
| Travel_Rarely | 723 | 70.3% | |
| Travel_Frequently | 199 | 19.3% | |
| Non-Travel | 102 | 9.9% | |
| (Missing) | 5 | 0.5% |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Length
| Max length | 17 |
|---|---|
| Median length | 13 |
| Mean length | 13.42759961 |
| Min length | 3 |
Most occurring characters
| Value | Count | Frequency (%) | |
| e | 2145 | 15.5% | |
| r | 1946 | 14.1% | |
| l | 1946 | 14.1% | |
| a | 1752 | 12.7% | |
| T | 1024 | 7.4% | |
| v | 1024 | 7.4% | |
| _ | 922 | 6.7% | |
| y | 922 | 6.7% | |
| R | 723 | 5.2% | |
| n | 311 | 2.3% | |
| F | 199 | 1.4% | |
| q | 199 | 1.4% | |
| u | 199 | 1.4% | |
| t | 199 | 1.4% | |
| N | 102 | 0.7% | |
| o | 102 | 0.7% | |
| - | 102 | 0.7% |
Most occurring categories
| Value | Count | Frequency (%) | |
| Lowercase Letter | 10745 | 77.8% | |
| Uppercase Letter | 2048 | 14.8% | |
| Connector Punctuation | 922 | 6.7% | |
| Dash Punctuation | 102 | 0.7% |
Most frequent Uppercase Letter characters
| Value | Count | Frequency (%) | |
| T | 1024 | 50.0% | |
| R | 723 | 35.3% | |
| F | 199 | 9.7% | |
| N | 102 | 5.0% |
Most frequent Lowercase Letter characters
| Value | Count | Frequency (%) | |
| e | 2145 | 20.0% | |
| r | 1946 | 18.1% | |
| l | 1946 | 18.1% | |
| a | 1752 | 16.3% | |
| v | 1024 | 9.5% | |
| y | 922 | 8.6% | |
| n | 311 | 2.9% | |
| q | 199 | 1.9% | |
| u | 199 | 1.9% | |
| t | 199 | 1.9% | |
| o | 102 | 0.9% |
Most frequent Connector Punctuation characters
| Value | Count | Frequency (%) | |
| _ | 922 | 100.0% |
Most frequent Dash Punctuation characters
| Value | Count | Frequency (%) | |
| - | 102 | 100.0% |
Most occurring scripts
| Value | Count | Frequency (%) | |
| Latin | 12793 | 92.6% | |
| Common | 1024 | 7.4% |
Most frequent Latin characters
| Value | Count | Frequency (%) | |
| e | 2145 | 16.8% | |
| r | 1946 | 15.2% | |
| l | 1946 | 15.2% | |
| a | 1752 | 13.7% | |
| T | 1024 | 8.0% | |
| v | 1024 | 8.0% | |
| y | 922 | 7.2% | |
| R | 723 | 5.7% | |
| n | 311 | 2.4% | |
| F | 199 | 1.6% | |
| q | 199 | 1.6% | |
| u | 199 | 1.6% | |
| t | 199 | 1.6% | |
| N | 102 | 0.8% | |
| o | 102 | 0.8% |
Most frequent Common characters
| Value | Count | Frequency (%) | |
| _ | 922 | 90.0% | |
| - | 102 | 10.0% |
Most occurring blocks
| Value | Count | Frequency (%) | |
| ASCII | 13817 | 100.0% |
Most frequent ASCII characters
| Value | Count | Frequency (%) | |
| e | 2145 | 15.5% | |
| r | 1946 | 14.1% | |
| l | 1946 | 14.1% | |
| a | 1752 | 12.7% | |
| T | 1024 | 7.4% | |
| v | 1024 | 7.4% | |
| _ | 922 | 6.7% | |
| y | 922 | 6.7% | |
| R | 723 | 5.2% | |
| n | 311 | 2.3% | |
| F | 199 | 1.4% | |
| q | 199 | 1.4% | |
| u | 199 | 1.4% | |
| t | 199 | 1.4% | |
| N | 102 | 0.7% | |
| o | 102 | 0.7% | |
| - | 102 | 0.7% |
| Distinct | 692 |
|---|---|
| Distinct (%) | 69.1% |
| Missing | 27 |
| Missing (%) | 2.6% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 800.5289421 |
|---|---|
| Minimum | 102 |
| Maximum | 1496 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 8.2 KiB |
Quantile statistics
| Minimum | 102 |
|---|---|
| 5-th percentile | 157.15 |
| Q1 | 458.25 |
| median | 801.5 |
| Q3 | 1162 |
| 95-th percentile | 1421.95 |
| Maximum | 1496 |
| Range | 1394 |
| Interquartile range (IQR) | 703.75 |
Descriptive statistics
| Standard deviation | 408.1098284 |
|---|---|
| Coefficient of variation (CV) | 0.509800217 |
| Kurtosis | -1.221174387 |
| Mean | 800.5289421 |
| Median Absolute Deviation (MAD) | 354.5 |
| Skewness | -0.003923162652 |
| Sum | 802130 |
| Variance | 166553.632 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) | |
| 1329 | 4 | 0.4% | |
| 267 | 4 | 0.4% | |
| 1082 | 4 | 0.4% | |
| 329 | 4 | 0.4% | |
| 691 | 4 | 0.4% | |
| 117 | 4 | 0.4% | |
| 530 | 4 | 0.4% | |
| 890 | 3 | 0.3% | |
| 930 | 3 | 0.3% | |
| 959 | 3 | 0.3% | |
| 813 | 3 | 0.3% | |
| 1017 | 3 | 0.3% | |
| 1097 | 3 | 0.3% | |
| 977 | 3 | 0.3% | |
| 950 | 3 | 0.3% | |
| 1404 | 3 | 0.3% | |
| 303 | 3 | 0.3% | |
| 337 | 3 | 0.3% | |
| 1146 | 3 | 0.3% | |
| 1277 | 3 | 0.3% | |
| 1276 | 3 | 0.3% | |
| 1448 | 3 | 0.3% | |
| 1400 | 3 | 0.3% | |
| 135 | 3 | 0.3% | |
| 945 | 3 | 0.3% | |
| Other values (667) | 920 | 89.4% | |
| (Missing) | 27 | 2.6% |
| Value | Count | Frequency (%) | |
| 102 | 1 | 0.1% | |
| 103 | 1 | 0.1% | |
| 105 | 1 | 0.1% | |
| 107 | 1 | 0.1% | |
| 109 | 1 | 0.1% | |
| 111 | 2 | 0.2% | |
| 116 | 2 | 0.2% | |
| 117 | 4 | 0.4% | |
| 118 | 1 | 0.1% | |
| 119 | 1 | 0.1% |
| Value | Count | Frequency (%) | |
| 1496 | 1 | 0.1% | |
| 1495 | 2 | 0.2% | |
| 1492 | 1 | 0.1% | |
| 1490 | 1 | 0.1% | |
| 1488 | 1 | 0.1% | |
| 1485 | 3 | 0.3% | |
| 1482 | 1 | 0.1% | |
| 1480 | 2 | 0.2% | |
| 1479 | 1 | 0.1% | |
| 1476 | 3 | 0.3% |
| Distinct | 3 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 8.2 KiB |
| Research & Development | |
|---|---|
| Sales | |
| Human Resources | 42 |
| Value | Count | Frequency (%) | |
| Research & Development | 676 | 65.7% | |
| Sales | 311 | 30.2% | |
| Human Resources | 42 | 4.1% |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Length
| Max length | 22 |
|---|---|
| Median length | 22 |
| Mean length | 16.57628766 |
| Min length | 5 |
Most occurring characters
| Value | Count | Frequency (%) | |
| e | 3775 | 22.1% | |
| 1394 | 8.2% | ||
| s | 1071 | 6.3% | |
| a | 1029 | 6.0% | |
| l | 987 | 5.8% | |
| R | 718 | 4.2% | |
| r | 718 | 4.2% | |
| c | 718 | 4.2% | |
| o | 718 | 4.2% | |
| m | 718 | 4.2% | |
| n | 718 | 4.2% | |
| h | 676 | 4.0% | |
| & | 676 | 4.0% | |
| D | 676 | 4.0% | |
| v | 676 | 4.0% | |
| p | 676 | 4.0% | |
| t | 676 | 4.0% | |
| S | 311 | 1.8% | |
| u | 84 | 0.5% | |
| H | 42 | 0.2% |
Most occurring categories
| Value | Count | Frequency (%) | |
| Lowercase Letter | 13240 | 77.6% | |
| Uppercase Letter | 1747 | 10.2% | |
| Space Separator | 1394 | 8.2% | |
| Other Punctuation | 676 | 4.0% |
Most frequent Uppercase Letter characters
| Value | Count | Frequency (%) | |
| R | 718 | 41.1% | |
| D | 676 | 38.7% | |
| S | 311 | 17.8% | |
| H | 42 | 2.4% |
Most frequent Lowercase Letter characters
| Value | Count | Frequency (%) | |
| e | 3775 | 28.5% | |
| s | 1071 | 8.1% | |
| a | 1029 | 7.8% | |
| l | 987 | 7.5% | |
| r | 718 | 5.4% | |
| c | 718 | 5.4% | |
| o | 718 | 5.4% | |
| m | 718 | 5.4% | |
| n | 718 | 5.4% | |
| h | 676 | 5.1% | |
| v | 676 | 5.1% | |
| p | 676 | 5.1% | |
| t | 676 | 5.1% | |
| u | 84 | 0.6% |
Most frequent Space Separator characters
| Value | Count | Frequency (%) | |
| 1394 | 100.0% |
Most frequent Other Punctuation characters
| Value | Count | Frequency (%) | |
| & | 676 | 100.0% |
Most occurring scripts
| Value | Count | Frequency (%) | |
| Latin | 14987 | 87.9% | |
| Common | 2070 | 12.1% |
Most frequent Latin characters
| Value | Count | Frequency (%) | |
| e | 3775 | 25.2% | |
| s | 1071 | 7.1% | |
| a | 1029 | 6.9% | |
| l | 987 | 6.6% | |
| R | 718 | 4.8% | |
| r | 718 | 4.8% | |
| c | 718 | 4.8% | |
| o | 718 | 4.8% | |
| m | 718 | 4.8% | |
| n | 718 | 4.8% | |
| h | 676 | 4.5% | |
| D | 676 | 4.5% | |
| v | 676 | 4.5% | |
| p | 676 | 4.5% | |
| t | 676 | 4.5% | |
| S | 311 | 2.1% | |
| u | 84 | 0.6% | |
| H | 42 | 0.3% |
Most frequent Common characters
| Value | Count | Frequency (%) | |
| 1394 | 67.3% | ||
| & | 676 | 32.7% |
Most occurring blocks
| Value | Count | Frequency (%) | |
| ASCII | 17057 | 100.0% |
Most frequent ASCII characters
| Value | Count | Frequency (%) | |
| e | 3775 | 22.1% | |
| 1394 | 8.2% | ||
| s | 1071 | 6.3% | |
| a | 1029 | 6.0% | |
| l | 987 | 5.8% | |
| R | 718 | 4.2% | |
| r | 718 | 4.2% | |
| c | 718 | 4.2% | |
| o | 718 | 4.2% | |
| m | 718 | 4.2% | |
| n | 718 | 4.2% | |
| h | 676 | 4.0% | |
| & | 676 | 4.0% | |
| D | 676 | 4.0% | |
| v | 676 | 4.0% | |
| p | 676 | 4.0% | |
| t | 676 | 4.0% | |
| S | 311 | 1.8% | |
| u | 84 | 0.5% | |
| H | 42 | 0.2% |
| Distinct | 27 |
|---|---|
| Distinct (%) | 2.9% |
| Missing | 95 |
| Missing (%) | 9.2% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 9.930406852 |
|---|---|
| Minimum | 1 |
| Maximum | 29 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 8.2 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 2 |
| median | 8 |
| Q3 | 16 |
| 95-th percentile | 26 |
| Maximum | 29 |
| Range | 28 |
| Interquartile range (IQR) | 14 |
Descriptive statistics
| Standard deviation | 8.421790527 |
|---|---|
| Coefficient of variation (CV) | 0.8480811161 |
| Kurtosis | -0.565511992 |
| Mean | 9.930406852 |
| Median Absolute Deviation (MAD) | 6 |
| Skewness | 0.7847258433 |
| Sum | 9275 |
| Variance | 70.92655568 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) | |
| 1 | 147 | 14.3% | |
| 2 | 141 | 13.7% | |
| 9 | 68 | 6.6% | |
| 8 | 57 | 5.5% | |
| 10 | 57 | 5.5% | |
| 7 | 53 | 5.2% | |
| 4 | 50 | 4.9% | |
| 6 | 43 | 4.2% | |
| 26 | 24 | 2.3% | |
| 18 | 22 | 2.1% | |
| 16 | 22 | 2.1% | |
| 11 | 21 | 2.0% | |
| 25 | 20 | 1.9% | |
| 24 | 19 | 1.8% | |
| 29 | 18 | 1.7% | |
| 12 | 17 | 1.7% | |
| 23 | 17 | 1.7% | |
| 28 | 17 | 1.7% | |
| 19 | 16 | 1.6% | |
| 22 | 16 | 1.6% | |
| 14 | 15 | 1.5% | |
| 15 | 15 | 1.5% | |
| 17 | 14 | 1.4% | |
| 13 | 12 | 1.2% | |
| 21 | 12 | 1.2% | |
| Other values (2) | 21 | 2.0% | |
| (Missing) | 95 | 9.2% |
| Value | Count | Frequency (%) | |
| 1 | 147 | 14.3% | |
| 2 | 141 | 13.7% | |
| 4 | 50 | 4.9% | |
| 6 | 43 | 4.2% | |
| 7 | 53 | 5.2% | |
| 8 | 57 | 5.5% | |
| 9 | 68 | 6.6% | |
| 10 | 57 | 5.5% | |
| 11 | 21 | 2.0% | |
| 12 | 17 | 1.7% |
| Value | Count | Frequency (%) | |
| 29 | 18 | 1.7% | |
| 28 | 17 | 1.7% | |
| 27 | 10 | 1.0% | |
| 26 | 24 | 2.3% | |
| 25 | 20 | 1.9% | |
| 24 | 19 | 1.8% | |
| 23 | 17 | 1.7% | |
| 22 | 16 | 1.6% | |
| 21 | 12 | 1.2% | |
| 20 | 11 | 1.1% |
Education
Real number (ℝ≥0)
| Distinct | 5 |
|---|---|
| Distinct (%) | 0.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.89212828 |
|---|---|
| Minimum | 1 |
| Maximum | 5 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 8.2 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 2 |
| median | 3 |
| Q3 | 4 |
| 95-th percentile | 4 |
| Maximum | 5 |
| Range | 4 |
| Interquartile range (IQR) | 2 |
Descriptive statistics
| Standard deviation | 1.053540556 |
|---|---|
| Coefficient of variation (CV) | 0.3642786399 |
| Kurtosis | -0.6487944368 |
| Mean | 2.89212828 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | -0.2737624588 |
| Sum | 2976 |
| Variance | 1.109947703 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) | |
| 3 | 386 | 37.5% | |
| 4 | 279 | 27.1% | |
| 2 | 194 | 18.9% | |
| 1 | 134 | 13.0% | |
| 5 | 36 | 3.5% |
| Value | Count | Frequency (%) | |
| 1 | 134 | 13.0% | |
| 2 | 194 | 18.9% | |
| 3 | 386 | 37.5% | |
| 4 | 279 | 27.1% | |
| 5 | 36 | 3.5% |
| Value | Count | Frequency (%) | |
| 5 | 36 | 3.5% | |
| 4 | 279 | 27.1% | |
| 3 | 386 | 37.5% | |
| 2 | 194 | 18.9% | |
| 1 | 134 | 13.0% |
EducationField
Categorical
| Distinct | 6 |
|---|---|
| Distinct (%) | 0.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 8.2 KiB |
| Life Sciences | |
|---|---|
| Medical | |
| Marketing | |
| Technical Degree | |
| Other |
| Value | Count | Frequency (%) | |
| Life Sciences | 426 | 41.4% | |
| Medical | 328 | 31.9% | |
| Marketing | 110 | 10.7% | |
| Technical Degree | 82 | 8.0% | |
| Other | 66 | 6.4% | |
| Human Resources | 17 | 1.7% |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Length
| Max length | 16 |
|---|---|
| Median length | 13 |
| Mean length | 10.41885326 |
| Min length | 5 |
Most occurring characters
| Value | Count | Frequency (%) | |
| e | 2144 | 20.0% | |
| i | 1372 | 12.8% | |
| c | 1361 | 12.7% | |
| n | 635 | 5.9% | |
| a | 537 | 5.0% | |
| 525 | 4.9% | ||
| s | 460 | 4.3% | |
| M | 438 | 4.1% | |
| L | 426 | 4.0% | |
| f | 426 | 4.0% | |
| S | 426 | 4.0% | |
| l | 410 | 3.8% | |
| d | 328 | 3.1% | |
| r | 275 | 2.6% | |
| g | 192 | 1.8% | |
| t | 176 | 1.6% | |
| h | 148 | 1.4% | |
| k | 110 | 1.0% | |
| T | 82 | 0.8% | |
| D | 82 | 0.8% | |
| O | 66 | 0.6% | |
| u | 34 | 0.3% | |
| H | 17 | 0.2% | |
| m | 17 | 0.2% | |
| R | 17 | 0.2% |
Most occurring categories
| Value | Count | Frequency (%) | |
| Lowercase Letter | 8642 | 80.6% | |
| Uppercase Letter | 1554 | 14.5% | |
| Space Separator | 525 | 4.9% |
Most frequent Uppercase Letter characters
| Value | Count | Frequency (%) | |
| M | 438 | 28.2% | |
| L | 426 | 27.4% | |
| S | 426 | 27.4% | |
| T | 82 | 5.3% | |
| D | 82 | 5.3% | |
| O | 66 | 4.2% | |
| H | 17 | 1.1% | |
| R | 17 | 1.1% |
Most frequent Lowercase Letter characters
| Value | Count | Frequency (%) | |
| e | 2144 | 24.8% | |
| i | 1372 | 15.9% | |
| c | 1361 | 15.7% | |
| n | 635 | 7.3% | |
| a | 537 | 6.2% | |
| s | 460 | 5.3% | |
| f | 426 | 4.9% | |
| l | 410 | 4.7% | |
| d | 328 | 3.8% | |
| r | 275 | 3.2% | |
| g | 192 | 2.2% | |
| t | 176 | 2.0% | |
| h | 148 | 1.7% | |
| k | 110 | 1.3% | |
| u | 34 | 0.4% | |
| m | 17 | 0.2% | |
| o | 17 | 0.2% |
Most frequent Space Separator characters
| Value | Count | Frequency (%) | |
| 525 | 100.0% |
Most occurring scripts
| Value | Count | Frequency (%) | |
| Latin | 10196 | 95.1% | |
| Common | 525 | 4.9% |
Most frequent Latin characters
| Value | Count | Frequency (%) | |
| e | 2144 | 21.0% | |
| i | 1372 | 13.5% | |
| c | 1361 | 13.3% | |
| n | 635 | 6.2% | |
| a | 537 | 5.3% | |
| s | 460 | 4.5% | |
| M | 438 | 4.3% | |
| L | 426 | 4.2% | |
| f | 426 | 4.2% | |
| S | 426 | 4.2% | |
| l | 410 | 4.0% | |
| d | 328 | 3.2% | |
| r | 275 | 2.7% | |
| g | 192 | 1.9% | |
| t | 176 | 1.7% | |
| h | 148 | 1.5% | |
| k | 110 | 1.1% | |
| T | 82 | 0.8% | |
| D | 82 | 0.8% | |
| O | 66 | 0.6% | |
| u | 34 | 0.3% | |
| H | 17 | 0.2% | |
| m | 17 | 0.2% | |
| R | 17 | 0.2% | |
| o | 17 | 0.2% |
Most frequent Common characters
| Value | Count | Frequency (%) | |
| 525 | 100.0% |
Most occurring blocks
| Value | Count | Frequency (%) | |
| ASCII | 10721 | 100.0% |
Most frequent ASCII characters
| Value | Count | Frequency (%) | |
| e | 2144 | 20.0% | |
| i | 1372 | 12.8% | |
| c | 1361 | 12.7% | |
| n | 635 | 5.9% | |
| a | 537 | 5.0% | |
| 525 | 4.9% | ||
| s | 460 | 4.3% | |
| M | 438 | 4.1% | |
| L | 426 | 4.0% | |
| f | 426 | 4.0% | |
| S | 426 | 4.0% | |
| l | 410 | 3.8% | |
| d | 328 | 3.1% | |
| r | 275 | 2.6% | |
| g | 192 | 1.8% | |
| t | 176 | 1.6% | |
| h | 148 | 1.4% | |
| k | 110 | 1.0% | |
| T | 82 | 0.8% | |
| D | 82 | 0.8% | |
| O | 66 | 0.6% | |
| u | 34 | 0.3% | |
| H | 17 | 0.2% | |
| m | 17 | 0.2% | |
| R | 17 | 0.2% |
| Distinct | 1 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 8.2 KiB |
| 1 |
|---|
| Value | Count | Frequency (%) | |
| 1 | 1029 | 100.0% |
| Distinct | 1029 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1024.367347 |
|---|---|
| Minimum | 1 |
| Maximum | 2068 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 8.2 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 94.4 |
| Q1 | 496 |
| median | 1019 |
| Q3 | 1553 |
| 95-th percentile | 1971.6 |
| Maximum | 2068 |
| Range | 2067 |
| Interquartile range (IQR) | 1057 |
Descriptive statistics
| Standard deviation | 606.3016348 |
|---|---|
| Coefficient of variation (CV) | 0.5918791111 |
| Kurtosis | -1.206539811 |
| Mean | 1024.367347 |
| Median Absolute Deviation (MAD) | 530 |
| Skewness | 0.02147841012 |
| Sum | 1054074 |
| Variance | 367601.6723 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) | |
| 2045 | 1 | 0.1% | |
| 741 | 1 | 0.1% | |
| 664 | 1 | 0.1% | |
| 663 | 1 | 0.1% | |
| 662 | 1 | 0.1% | |
| 661 | 1 | 0.1% | |
| 659 | 1 | 0.1% | |
| 657 | 1 | 0.1% | |
| 653 | 1 | 0.1% | |
| 652 | 1 | 0.1% | |
| 648 | 1 | 0.1% | |
| 644 | 1 | 0.1% | |
| 643 | 1 | 0.1% | |
| 641 | 1 | 0.1% | |
| 639 | 1 | 0.1% | |
| 638 | 1 | 0.1% | |
| 635 | 1 | 0.1% | |
| 632 | 1 | 0.1% | |
| 631 | 1 | 0.1% | |
| 630 | 1 | 0.1% | |
| 626 | 1 | 0.1% | |
| 625 | 1 | 0.1% | |
| 624 | 1 | 0.1% | |
| 622 | 1 | 0.1% | |
| 620 | 1 | 0.1% | |
| Other values (1004) | 1004 | 97.6% |
| Value | Count | Frequency (%) | |
| 1 | 1 | 0.1% | |
| 2 | 1 | 0.1% | |
| 4 | 1 | 0.1% | |
| 5 | 1 | 0.1% | |
| 7 | 1 | 0.1% | |
| 8 | 1 | 0.1% | |
| 10 | 1 | 0.1% | |
| 11 | 1 | 0.1% | |
| 12 | 1 | 0.1% | |
| 13 | 1 | 0.1% |
| Value | Count | Frequency (%) | |
| 2068 | 1 | 0.1% | |
| 2064 | 1 | 0.1% | |
| 2062 | 1 | 0.1% | |
| 2061 | 1 | 0.1% | |
| 2060 | 1 | 0.1% | |
| 2056 | 1 | 0.1% | |
| 2054 | 1 | 0.1% | |
| 2053 | 1 | 0.1% | |
| 2051 | 1 | 0.1% | |
| 2049 | 1 | 0.1% |
EnvironmentSatisfaction
Categorical
| Distinct | 4 |
|---|---|
| Distinct (%) | 0.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 8.2 KiB |
| 3 | |
|---|---|
| 4 | |
| 2 | |
| 1 |
| Value | Count | Frequency (%) | |
| 3 | 310 | 30.1% | |
| 4 | 300 | 29.2% | |
| 2 | 212 | 20.6% | |
| 1 | 207 | 20.1% |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Most occurring characters
| Value | Count | Frequency (%) | |
| 3 | 310 | 30.1% | |
| 4 | 300 | 29.2% | |
| 2 | 212 | 20.6% | |
| 1 | 207 | 20.1% |
Most occurring categories
| Value | Count | Frequency (%) | |
| Decimal Number | 1029 | 100.0% |
Most frequent Decimal Number characters
| Value | Count | Frequency (%) | |
| 3 | 310 | 30.1% | |
| 4 | 300 | 29.2% | |
| 2 | 212 | 20.6% | |
| 1 | 207 | 20.1% |
Most occurring scripts
| Value | Count | Frequency (%) | |
| Common | 1029 | 100.0% |
Most frequent Common characters
| Value | Count | Frequency (%) | |
| 3 | 310 | 30.1% | |
| 4 | 300 | 29.2% | |
| 2 | 212 | 20.6% | |
| 1 | 207 | 20.1% |
Most occurring blocks
| Value | Count | Frequency (%) | |
| ASCII | 1029 | 100.0% |
Most frequent ASCII characters
| Value | Count | Frequency (%) | |
| 3 | 310 | 30.1% | |
| 4 | 300 | 29.2% | |
| 2 | 212 | 20.6% | |
| 1 | 207 | 20.1% |
Gender
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 8.2 KiB |
| Male | |
|---|---|
| Female |
| Value | Count | Frequency (%) | |
| Male | 617 | 60.0% | |
| Female | 412 | 40.0% |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Length
| Max length | 6 |
|---|---|
| Median length | 4 |
| Mean length | 4.800777454 |
| Min length | 4 |
Most occurring characters
| Value | Count | Frequency (%) | |
| e | 1441 | 29.2% | |
| a | 1029 | 20.8% | |
| l | 1029 | 20.8% | |
| M | 617 | 12.5% | |
| F | 412 | 8.3% | |
| m | 412 | 8.3% |
Most occurring categories
| Value | Count | Frequency (%) | |
| Lowercase Letter | 3911 | 79.2% | |
| Uppercase Letter | 1029 | 20.8% |
Most frequent Uppercase Letter characters
| Value | Count | Frequency (%) | |
| M | 617 | 60.0% | |
| F | 412 | 40.0% |
Most frequent Lowercase Letter characters
| Value | Count | Frequency (%) | |
| e | 1441 | 36.8% | |
| a | 1029 | 26.3% | |
| l | 1029 | 26.3% | |
| m | 412 | 10.5% |
Most occurring scripts
| Value | Count | Frequency (%) | |
| Latin | 4940 | 100.0% |
Most frequent Latin characters
| Value | Count | Frequency (%) | |
| e | 1441 | 29.2% | |
| a | 1029 | 20.8% | |
| l | 1029 | 20.8% | |
| M | 617 | 12.5% | |
| F | 412 | 8.3% | |
| m | 412 | 8.3% |
Most occurring blocks
| Value | Count | Frequency (%) | |
| ASCII | 4940 | 100.0% |
Most frequent ASCII characters
| Value | Count | Frequency (%) | |
| e | 1441 | 29.2% | |
| a | 1029 | 20.8% | |
| l | 1029 | 20.8% | |
| M | 617 | 12.5% | |
| F | 412 | 8.3% | |
| m | 412 | 8.3% |
HourlyRate
Real number (ℝ≥0)
| Distinct | 71 |
|---|---|
| Distinct (%) | 6.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 66.68027211 |
|---|---|
| Minimum | 30 |
| Maximum | 100 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 8.2 KiB |
Quantile statistics
| Minimum | 30 |
|---|---|
| 5-th percentile | 34 |
| Q1 | 48 |
| median | 67 |
| Q3 | 84 |
| 95-th percentile | 97.6 |
| Maximum | 100 |
| Range | 70 |
| Interquartile range (IQR) | 36 |
Descriptive statistics
| Standard deviation | 20.47409414 |
|---|---|
| Coefficient of variation (CV) | 0.307048749 |
| Kurtosis | -1.212043515 |
| Mean | 66.68027211 |
| Median Absolute Deviation (MAD) | 18 |
| Skewness | -0.08874675179 |
| Sum | 68614 |
| Variance | 419.1885307 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) | |
| 48 | 25 | 2.4% | |
| 79 | 24 | 2.3% | |
| 98 | 23 | 2.2% | |
| 87 | 23 | 2.2% | |
| 72 | 20 | 1.9% | |
| 66 | 20 | 1.9% | |
| 84 | 20 | 1.9% | |
| 52 | 19 | 1.8% | |
| 54 | 19 | 1.8% | |
| 92 | 19 | 1.8% | |
| 97 | 19 | 1.8% | |
| 82 | 18 | 1.7% | |
| 61 | 18 | 1.7% | |
| 60 | 18 | 1.7% | |
| 46 | 18 | 1.7% | |
| 43 | 18 | 1.7% | |
| 42 | 17 | 1.7% | |
| 99 | 17 | 1.7% | |
| 56 | 17 | 1.7% | |
| 73 | 16 | 1.6% | |
| 45 | 16 | 1.6% | |
| 57 | 16 | 1.6% | |
| 75 | 16 | 1.6% | |
| 86 | 16 | 1.6% | |
| 95 | 16 | 1.6% | |
| Other values (46) | 561 | 54.5% |
| Value | Count | Frequency (%) | |
| 30 | 14 | 1.4% | |
| 31 | 9 | 0.9% | |
| 32 | 14 | 1.4% | |
| 33 | 13 | 1.3% | |
| 34 | 11 | 1.1% | |
| 35 | 12 | 1.2% | |
| 36 | 12 | 1.2% | |
| 37 | 14 | 1.4% | |
| 38 | 9 | 0.9% | |
| 39 | 12 | 1.2% |
| Value | Count | Frequency (%) | |
| 100 | 12 | 1.2% | |
| 99 | 17 | 1.7% | |
| 98 | 23 | 2.2% | |
| 97 | 19 | 1.8% | |
| 96 | 15 | 1.5% | |
| 95 | 16 | 1.6% | |
| 94 | 15 | 1.5% | |
| 93 | 13 | 1.3% | |
| 92 | 19 | 1.8% | |
| 91 | 14 | 1.4% |
JobInvolvement
Categorical
| Distinct | 4 |
|---|---|
| Distinct (%) | 0.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 8.2 KiB |
| 3 | |
|---|---|
| 2 | |
| 4 | |
| 1 | 60 |
| Value | Count | Frequency (%) | |
| 3 | 606 | 58.9% | |
| 2 | 269 | 26.1% | |
| 4 | 94 | 9.1% | |
| 1 | 60 | 5.8% |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Most occurring characters
| Value | Count | Frequency (%) | |
| 3 | 606 | 58.9% | |
| 2 | 269 | 26.1% | |
| 4 | 94 | 9.1% | |
| 1 | 60 | 5.8% |
Most occurring categories
| Value | Count | Frequency (%) | |
| Decimal Number | 1029 | 100.0% |
Most frequent Decimal Number characters
| Value | Count | Frequency (%) | |
| 3 | 606 | 58.9% | |
| 2 | 269 | 26.1% | |
| 4 | 94 | 9.1% | |
| 1 | 60 | 5.8% |
Most occurring scripts
| Value | Count | Frequency (%) | |
| Common | 1029 | 100.0% |
Most frequent Common characters
| Value | Count | Frequency (%) | |
| 3 | 606 | 58.9% | |
| 2 | 269 | 26.1% | |
| 4 | 94 | 9.1% | |
| 1 | 60 | 5.8% |
Most occurring blocks
| Value | Count | Frequency (%) | |
| ASCII | 1029 | 100.0% |
Most frequent ASCII characters
| Value | Count | Frequency (%) | |
| 3 | 606 | 58.9% | |
| 2 | 269 | 26.1% | |
| 4 | 94 | 9.1% | |
| 1 | 60 | 5.8% |
| Distinct | 5 |
|---|---|
| Distinct (%) | 0.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.043731778 |
|---|---|
| Minimum | 1 |
| Maximum | 5 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 8.2 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 1 |
| median | 2 |
| Q3 | 3 |
| 95-th percentile | 4 |
| Maximum | 5 |
| Range | 4 |
| Interquartile range (IQR) | 2 |
Descriptive statistics
| Standard deviation | 1.118917656 |
|---|---|
| Coefficient of variation (CV) | 0.5474875266 |
| Kurtosis | 0.3226034541 |
| Mean | 2.043731778 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 1.024196627 |
| Sum | 2103 |
| Variance | 1.251976722 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) | |
| 1 | 403 | 39.2% | |
| 2 | 350 | 34.0% | |
| 3 | 151 | 14.7% | |
| 4 | 78 | 7.6% | |
| 5 | 47 | 4.6% |
| Value | Count | Frequency (%) | |
| 1 | 403 | 39.2% | |
| 2 | 350 | 34.0% | |
| 3 | 151 | 14.7% | |
| 4 | 78 | 7.6% | |
| 5 | 47 | 4.6% |
| Value | Count | Frequency (%) | |
| 5 | 47 | 4.6% | |
| 4 | 78 | 7.6% | |
| 3 | 151 | 14.7% | |
| 2 | 350 | 34.0% | |
| 1 | 403 | 39.2% |
| Distinct | 9 |
|---|---|
| Distinct (%) | 0.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 8.2 KiB |
| Sales Executive | |
|---|---|
| Research Scientist | |
| Laboratory Technician | |
| Manufacturing Director | |
| Healthcare Representative | |
| Other values (4) |
| Value | Count | Frequency (%) | |
| Sales Executive | 217 | 21.1% | |
| Research Scientist | 214 | 20.8% | |
| Laboratory Technician | 179 | 17.4% | |
| Manufacturing Director | 95 | 9.2% | |
| Healthcare Representative | 89 | 8.6% | |
| Manager | 73 | 7.1% | |
| Sales Representative | 66 | 6.4% | |
| Research Director | 62 | 6.0% | |
| Human Resources | 34 | 3.3% |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Length
| Max length | 25 |
|---|---|
| Median length | 18 |
| Mean length | 18.05247813 |
| Min length | 7 |
Most occurring characters
| Value | Count | Frequency (%) | |
| e | 2758 | 14.8% | |
| a | 1799 | 9.7% | |
| t | 1475 | 7.9% | |
| c | 1440 | 7.8% | |
| i | 1410 | 7.6% | |
| r | 1394 | 7.5% | |
| n | 1024 | 5.5% | |
| s | 996 | 5.4% | |
| 956 | 5.1% | ||
| o | 549 | 3.0% | |
| h | 544 | 2.9% | |
| S | 497 | 2.7% | |
| u | 475 | 2.6% | |
| R | 465 | 2.5% | |
| l | 372 | 2.0% | |
| v | 372 | 2.0% | |
| E | 217 | 1.2% | |
| x | 217 | 1.2% | |
| L | 179 | 1.0% | |
| b | 179 | 1.0% | |
| y | 179 | 1.0% | |
| T | 179 | 1.0% | |
| M | 168 | 0.9% | |
| g | 168 | 0.9% | |
| D | 157 | 0.8% | |
| Other values (4) | 407 | 2.2% |
Most occurring categories
| Value | Count | Frequency (%) | |
| Lowercase Letter | 15635 | 84.2% | |
| Uppercase Letter | 1985 | 10.7% | |
| Space Separator | 956 | 5.1% |
Most frequent Uppercase Letter characters
| Value | Count | Frequency (%) | |
| S | 497 | 25.0% | |
| R | 465 | 23.4% | |
| E | 217 | 10.9% | |
| L | 179 | 9.0% | |
| T | 179 | 9.0% | |
| M | 168 | 8.5% | |
| D | 157 | 7.9% | |
| H | 123 | 6.2% |
Most frequent Lowercase Letter characters
| Value | Count | Frequency (%) | |
| e | 2758 | 17.6% | |
| a | 1799 | 11.5% | |
| t | 1475 | 9.4% | |
| c | 1440 | 9.2% | |
| i | 1410 | 9.0% | |
| r | 1394 | 8.9% | |
| n | 1024 | 6.5% | |
| s | 996 | 6.4% | |
| o | 549 | 3.5% | |
| h | 544 | 3.5% | |
| u | 475 | 3.0% | |
| l | 372 | 2.4% | |
| v | 372 | 2.4% | |
| x | 217 | 1.4% | |
| b | 179 | 1.1% | |
| y | 179 | 1.1% | |
| g | 168 | 1.1% | |
| p | 155 | 1.0% | |
| f | 95 | 0.6% | |
| m | 34 | 0.2% |
Most frequent Space Separator characters
| Value | Count | Frequency (%) | |
| 956 | 100.0% |
Most occurring scripts
| Value | Count | Frequency (%) | |
| Latin | 17620 | 94.9% | |
| Common | 956 | 5.1% |
Most frequent Latin characters
| Value | Count | Frequency (%) | |
| e | 2758 | 15.7% | |
| a | 1799 | 10.2% | |
| t | 1475 | 8.4% | |
| c | 1440 | 8.2% | |
| i | 1410 | 8.0% | |
| r | 1394 | 7.9% | |
| n | 1024 | 5.8% | |
| s | 996 | 5.7% | |
| o | 549 | 3.1% | |
| h | 544 | 3.1% | |
| S | 497 | 2.8% | |
| u | 475 | 2.7% | |
| R | 465 | 2.6% | |
| l | 372 | 2.1% | |
| v | 372 | 2.1% | |
| E | 217 | 1.2% | |
| x | 217 | 1.2% | |
| L | 179 | 1.0% | |
| b | 179 | 1.0% | |
| y | 179 | 1.0% | |
| T | 179 | 1.0% | |
| M | 168 | 1.0% | |
| g | 168 | 1.0% | |
| D | 157 | 0.9% | |
| p | 155 | 0.9% | |
| Other values (3) | 252 | 1.4% |
Most frequent Common characters
| Value | Count | Frequency (%) | |
| 956 | 100.0% |
Most occurring blocks
| Value | Count | Frequency (%) | |
| ASCII | 18576 | 100.0% |
Most frequent ASCII characters
| Value | Count | Frequency (%) | |
| e | 2758 | 14.8% | |
| a | 1799 | 9.7% | |
| t | 1475 | 7.9% | |
| c | 1440 | 7.8% | |
| i | 1410 | 7.6% | |
| r | 1394 | 7.5% | |
| n | 1024 | 5.5% | |
| s | 996 | 5.4% | |
| 956 | 5.1% | ||
| o | 549 | 3.0% | |
| h | 544 | 2.9% | |
| S | 497 | 2.7% | |
| u | 475 | 2.6% | |
| R | 465 | 2.5% | |
| l | 372 | 2.0% | |
| v | 372 | 2.0% | |
| E | 217 | 1.2% | |
| x | 217 | 1.2% | |
| L | 179 | 1.0% | |
| b | 179 | 1.0% | |
| y | 179 | 1.0% | |
| T | 179 | 1.0% | |
| M | 168 | 0.9% | |
| g | 168 | 0.9% | |
| D | 157 | 0.8% | |
| Other values (4) | 407 | 2.2% |
JobSatisfaction
Categorical
| Distinct | 4 |
|---|---|
| Distinct (%) | 0.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 8.2 KiB |
| 4 | |
|---|---|
| 3 | |
| 2 | |
| 1 |
| Value | Count | Frequency (%) | |
| 4 | 315 | 30.6% | |
| 3 | 301 | 29.3% | |
| 2 | 215 | 20.9% | |
| 1 | 198 | 19.2% |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Most occurring characters
| Value | Count | Frequency (%) | |
| 4 | 315 | 30.6% | |
| 3 | 301 | 29.3% | |
| 2 | 215 | 20.9% | |
| 1 | 198 | 19.2% |
Most occurring categories
| Value | Count | Frequency (%) | |
| Decimal Number | 1029 | 100.0% |
Most frequent Decimal Number characters
| Value | Count | Frequency (%) | |
| 4 | 315 | 30.6% | |
| 3 | 301 | 29.3% | |
| 2 | 215 | 20.9% | |
| 1 | 198 | 19.2% |
Most occurring scripts
| Value | Count | Frequency (%) | |
| Common | 1029 | 100.0% |
Most frequent Common characters
| Value | Count | Frequency (%) | |
| 4 | 315 | 30.6% | |
| 3 | 301 | 29.3% | |
| 2 | 215 | 20.9% | |
| 1 | 198 | 19.2% |
Most occurring blocks
| Value | Count | Frequency (%) | |
| ASCII | 1029 | 100.0% |
Most frequent ASCII characters
| Value | Count | Frequency (%) | |
| 4 | 315 | 30.6% | |
| 3 | 301 | 29.3% | |
| 2 | 215 | 20.9% | |
| 1 | 198 | 19.2% |
MaritalStatus
Categorical
| Distinct | 3 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 5 |
| Missing (%) | 0.5% |
| Memory size | 8.2 KiB |
| Married | |
|---|---|
| Single | |
| Divorced |
| Value | Count | Frequency (%) | |
| Married | 474 | 46.1% | |
| Single | 320 | 31.1% | |
| Divorced | 230 | 22.4% | |
| (Missing) | 5 | 0.5% |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Length
| Max length | 8 |
|---|---|
| Median length | 7 |
| Mean length | 6.893100097 |
| Min length | 3 |
Most occurring characters
| Value | Count | Frequency (%) | |
| r | 1178 | 16.6% | |
| i | 1024 | 14.4% | |
| e | 1024 | 14.4% | |
| d | 704 | 9.9% | |
| a | 479 | 6.8% | |
| M | 474 | 6.7% | |
| n | 330 | 4.7% | |
| S | 320 | 4.5% | |
| g | 320 | 4.5% | |
| l | 320 | 4.5% | |
| D | 230 | 3.2% | |
| v | 230 | 3.2% | |
| o | 230 | 3.2% | |
| c | 230 | 3.2% |
Most occurring categories
| Value | Count | Frequency (%) | |
| Lowercase Letter | 6069 | 85.6% | |
| Uppercase Letter | 1024 | 14.4% |
Most frequent Uppercase Letter characters
| Value | Count | Frequency (%) | |
| M | 474 | 46.3% | |
| S | 320 | 31.2% | |
| D | 230 | 22.5% |
Most frequent Lowercase Letter characters
| Value | Count | Frequency (%) | |
| r | 1178 | 19.4% | |
| i | 1024 | 16.9% | |
| e | 1024 | 16.9% | |
| d | 704 | 11.6% | |
| a | 479 | 7.9% | |
| n | 330 | 5.4% | |
| g | 320 | 5.3% | |
| l | 320 | 5.3% | |
| v | 230 | 3.8% | |
| o | 230 | 3.8% | |
| c | 230 | 3.8% |
Most occurring scripts
| Value | Count | Frequency (%) | |
| Latin | 7093 | 100.0% |
Most frequent Latin characters
| Value | Count | Frequency (%) | |
| r | 1178 | 16.6% | |
| i | 1024 | 14.4% | |
| e | 1024 | 14.4% | |
| d | 704 | 9.9% | |
| a | 479 | 6.8% | |
| M | 474 | 6.7% | |
| n | 330 | 4.7% | |
| S | 320 | 4.5% | |
| g | 320 | 4.5% | |
| l | 320 | 4.5% | |
| D | 230 | 3.2% | |
| v | 230 | 3.2% | |
| o | 230 | 3.2% | |
| c | 230 | 3.2% |
Most occurring blocks
| Value | Count | Frequency (%) | |
| ASCII | 7093 | 100.0% |
Most frequent ASCII characters
| Value | Count | Frequency (%) | |
| r | 1178 | 16.6% | |
| i | 1024 | 14.4% | |
| e | 1024 | 14.4% | |
| d | 704 | 9.9% | |
| a | 479 | 6.8% | |
| M | 474 | 6.7% | |
| n | 330 | 4.7% | |
| S | 320 | 4.5% | |
| g | 320 | 4.5% | |
| l | 320 | 4.5% | |
| D | 230 | 3.2% | |
| v | 230 | 3.2% | |
| o | 230 | 3.2% | |
| c | 230 | 3.2% |
| Distinct | 963 |
|---|---|
| Distinct (%) | 93.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 6449.79689 |
|---|---|
| Minimum | 1009 |
| Maximum | 19999 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 8.2 KiB |
Quantile statistics
| Minimum | 1009 |
|---|---|
| 5-th percentile | 2088.4 |
| Q1 | 2814 |
| median | 4735 |
| Q3 | 8446 |
| 95-th percentile | 17623.6 |
| Maximum | 19999 |
| Range | 18990 |
| Interquartile range (IQR) | 5632 |
Descriptive statistics
| Standard deviation | 4794.525367 |
|---|---|
| Coefficient of variation (CV) | 0.7433606745 |
| Kurtosis | 0.8623949801 |
| Mean | 6449.79689 |
| Median Absolute Deviation (MAD) | 2107 |
| Skewness | 1.347579672 |
| Sum | 6636841 |
| Variance | 22987473.49 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) | |
| 2342 | 3 | 0.3% | |
| 2451 | 3 | 0.3% | |
| 2610 | 3 | 0.3% | |
| 2404 | 3 | 0.3% | |
| 6347 | 3 | 0.3% | |
| 6272 | 2 | 0.2% | |
| 2657 | 2 | 0.2% | |
| 5562 | 2 | 0.2% | |
| 5561 | 2 | 0.2% | |
| 2132 | 2 | 0.2% | |
| 2127 | 2 | 0.2% | |
| 2559 | 2 | 0.2% | |
| 3038 | 2 | 0.2% | |
| 4907 | 2 | 0.2% | |
| 2996 | 2 | 0.2% | |
| 5228 | 2 | 0.2% | |
| 2109 | 2 | 0.2% | |
| 2720 | 2 | 0.2% | |
| 2450 | 2 | 0.2% | |
| 2436 | 2 | 0.2% | |
| 2340 | 2 | 0.2% | |
| 4025 | 2 | 0.2% | |
| 2693 | 2 | 0.2% | |
| 2372 | 2 | 0.2% | |
| 5346 | 2 | 0.2% | |
| Other values (938) | 974 | 94.7% |
| Value | Count | Frequency (%) | |
| 1009 | 1 | 0.1% | |
| 1052 | 1 | 0.1% | |
| 1081 | 1 | 0.1% | |
| 1091 | 1 | 0.1% | |
| 1102 | 1 | 0.1% | |
| 1118 | 1 | 0.1% | |
| 1129 | 1 | 0.1% | |
| 1200 | 1 | 0.1% | |
| 1223 | 1 | 0.1% | |
| 1261 | 1 | 0.1% |
| Value | Count | Frequency (%) | |
| 19999 | 1 | 0.1% | |
| 19973 | 1 | 0.1% | |
| 19943 | 1 | 0.1% | |
| 19926 | 1 | 0.1% | |
| 19859 | 1 | 0.1% | |
| 19847 | 1 | 0.1% | |
| 19845 | 1 | 0.1% | |
| 19833 | 1 | 0.1% | |
| 19717 | 1 | 0.1% | |
| 19701 | 1 | 0.1% |
MonthlyRate
Real number (ℝ≥0)
| Distinct | 1010 |
|---|---|
| Distinct (%) | 98.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 14250.62974 |
|---|---|
| Minimum | 2094 |
| Maximum | 26999 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 8.2 KiB |
Quantile statistics
| Minimum | 2094 |
|---|---|
| 5-th percentile | 3423.8 |
| Q1 | 7950 |
| median | 14295 |
| Q3 | 20392 |
| 95-th percentile | 25374 |
| Maximum | 26999 |
| Range | 24905 |
| Interquartile range (IQR) | 12442 |
Descriptive statistics
| Standard deviation | 7088.757938 |
|---|---|
| Coefficient of variation (CV) | 0.4974347147 |
| Kurtosis | -1.209325633 |
| Mean | 14250.62974 |
| Median Absolute Deviation (MAD) | 6194 |
| Skewness | 0.02185778605 |
| Sum | 14663898 |
| Variance | 50250489.1 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) | |
| 19373 | 2 | 0.2% | |
| 7744 | 2 | 0.2% | |
| 4658 | 2 | 0.2% | |
| 22102 | 2 | 0.2% | |
| 7324 | 2 | 0.2% | |
| 11737 | 2 | 0.2% | |
| 16154 | 2 | 0.2% | |
| 15318 | 2 | 0.2% | |
| 24444 | 2 | 0.2% | |
| 21534 | 2 | 0.2% | |
| 12858 | 2 | 0.2% | |
| 5355 | 2 | 0.2% | |
| 12355 | 2 | 0.2% | |
| 9129 | 2 | 0.2% | |
| 20284 | 2 | 0.2% | |
| 22074 | 2 | 0.2% | |
| 25326 | 2 | 0.2% | |
| 4223 | 2 | 0.2% | |
| 3339 | 2 | 0.2% | |
| 23213 | 1 | 0.1% | |
| 25265 | 1 | 0.1% | |
| 4077 | 1 | 0.1% | |
| 17759 | 1 | 0.1% | |
| 10919 | 1 | 0.1% | |
| 8870 | 1 | 0.1% | |
| Other values (985) | 985 | 95.7% |
| Value | Count | Frequency (%) | |
| 2094 | 1 | 0.1% | |
| 2097 | 1 | 0.1% | |
| 2112 | 1 | 0.1% | |
| 2122 | 1 | 0.1% | |
| 2125 | 1 | 0.1% | |
| 2137 | 1 | 0.1% | |
| 2227 | 1 | 0.1% | |
| 2243 | 1 | 0.1% | |
| 2253 | 1 | 0.1% | |
| 2261 | 1 | 0.1% |
| Value | Count | Frequency (%) | |
| 26999 | 1 | 0.1% | |
| 26997 | 1 | 0.1% | |
| 26968 | 1 | 0.1% | |
| 26956 | 1 | 0.1% | |
| 26933 | 1 | 0.1% | |
| 26914 | 1 | 0.1% | |
| 26897 | 1 | 0.1% | |
| 26862 | 1 | 0.1% | |
| 26841 | 1 | 0.1% | |
| 26820 | 1 | 0.1% |
| Distinct | 10 |
|---|---|
| Distinct (%) | 1.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.653061224 |
|---|---|
| Minimum | 0 |
| Maximum | 9 |
| Zeros | 138 |
| Zeros (%) | 13.4% |
| Memory size | 8.2 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 1 |
| median | 1 |
| Q3 | 4 |
| 95-th percentile | 8 |
| Maximum | 9 |
| Range | 9 |
| Interquartile range (IQR) | 3 |
Descriptive statistics
| Standard deviation | 2.508185599 |
|---|---|
| Coefficient of variation (CV) | 0.9453930333 |
| Kurtosis | 0.08340350463 |
| Mean | 2.653061224 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 1.074605689 |
| Sum | 2730 |
| Variance | 6.290994997 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) | |
| 1 | 377 | 36.6% | |
| 0 | 138 | 13.4% | |
| 2 | 109 | 10.6% | |
| 3 | 105 | 10.2% | |
| 4 | 85 | 8.3% | |
| 7 | 51 | 5.0% | |
| 6 | 49 | 4.8% | |
| 5 | 43 | 4.2% | |
| 9 | 38 | 3.7% | |
| 8 | 34 | 3.3% |
| Value | Count | Frequency (%) | |
| 0 | 138 | 13.4% | |
| 1 | 377 | 36.6% | |
| 2 | 109 | 10.6% | |
| 3 | 105 | 10.2% | |
| 4 | 85 | 8.3% | |
| 5 | 43 | 4.2% | |
| 6 | 49 | 4.8% | |
| 7 | 51 | 5.0% | |
| 8 | 34 | 3.3% | |
| 9 | 38 | 3.7% |
| Value | Count | Frequency (%) | |
| 9 | 38 | 3.7% | |
| 8 | 34 | 3.3% | |
| 7 | 51 | 5.0% | |
| 6 | 49 | 4.8% | |
| 5 | 43 | 4.2% | |
| 4 | 85 | 8.3% | |
| 3 | 105 | 10.2% | |
| 2 | 109 | 10.6% | |
| 1 | 377 | 36.6% | |
| 0 | 138 | 13.4% |
| Distinct | 1 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 8.2 KiB |
| Y |
|---|
| Value | Count | Frequency (%) | |
| Y | 1029 | 100.0% |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Most occurring characters
| Value | Count | Frequency (%) | |
| Y | 1029 | 100.0% |
Most occurring categories
| Value | Count | Frequency (%) | |
| Uppercase Letter | 1029 | 100.0% |
Most frequent Uppercase Letter characters
| Value | Count | Frequency (%) | |
| Y | 1029 | 100.0% |
Most occurring scripts
| Value | Count | Frequency (%) | |
| Latin | 1029 | 100.0% |
Most frequent Latin characters
| Value | Count | Frequency (%) | |
| Y | 1029 | 100.0% |
Most occurring blocks
| Value | Count | Frequency (%) | |
| ASCII | 1029 | 100.0% |
Most frequent ASCII characters
| Value | Count | Frequency (%) | |
| Y | 1029 | 100.0% |
OverTime
Boolean
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 8.2 KiB |
| No | |
|---|---|
| Yes |
| Value | Count | Frequency (%) | |
| No | 731 | 71.0% | |
| Yes | 298 | 29.0% |
PercentSalaryHike
Real number (ℝ≥0)
| Distinct | 15 |
|---|---|
| Distinct (%) | 1.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 15.26044704 |
|---|---|
| Minimum | 11 |
| Maximum | 25 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 8.2 KiB |
Quantile statistics
| Minimum | 11 |
|---|---|
| 5-th percentile | 11 |
| Q1 | 12 |
| median | 14 |
| Q3 | 18 |
| 95-th percentile | 22 |
| Maximum | 25 |
| Range | 14 |
| Interquartile range (IQR) | 6 |
Descriptive statistics
| Standard deviation | 3.665779308 |
|---|---|
| Coefficient of variation (CV) | 0.2402144117 |
| Kurtosis | -0.3386498092 |
| Mean | 15.26044704 |
| Median Absolute Deviation (MAD) | 2 |
| Skewness | 0.8012882752 |
| Sum | 15703 |
| Variance | 13.43793793 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) | |
| 13 | 146 | 14.2% | |
| 14 | 141 | 13.7% | |
| 11 | 141 | 13.7% | |
| 12 | 139 | 13.5% | |
| 15 | 72 | 7.0% | |
| 18 | 59 | 5.7% | |
| 17 | 59 | 5.7% | |
| 19 | 56 | 5.4% | |
| 16 | 52 | 5.1% | |
| 20 | 48 | 4.7% | |
| 22 | 37 | 3.6% | |
| 21 | 30 | 2.9% | |
| 23 | 23 | 2.2% | |
| 25 | 14 | 1.4% | |
| 24 | 12 | 1.2% |
| Value | Count | Frequency (%) | |
| 11 | 141 | 13.7% | |
| 12 | 139 | 13.5% | |
| 13 | 146 | 14.2% | |
| 14 | 141 | 13.7% | |
| 15 | 72 | 7.0% | |
| 16 | 52 | 5.1% | |
| 17 | 59 | 5.7% | |
| 18 | 59 | 5.7% | |
| 19 | 56 | 5.4% | |
| 20 | 48 | 4.7% |
| Value | Count | Frequency (%) | |
| 25 | 14 | 1.4% | |
| 24 | 12 | 1.2% | |
| 23 | 23 | 2.2% | |
| 22 | 37 | 3.6% | |
| 21 | 30 | 2.9% | |
| 20 | 48 | 4.7% | |
| 19 | 56 | 5.4% | |
| 18 | 59 | 5.7% | |
| 17 | 59 | 5.7% | |
| 16 | 52 | 5.1% |
PerformanceRating
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 8.2 KiB |
| 3 | |
|---|---|
| 4 |
| Value | Count | Frequency (%) | |
| 3 | 865 | 84.1% | |
| 4 | 164 | 15.9% |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Most occurring characters
| Value | Count | Frequency (%) | |
| 3 | 865 | 84.1% | |
| 4 | 164 | 15.9% |
Most occurring categories
| Value | Count | Frequency (%) | |
| Decimal Number | 1029 | 100.0% |
Most frequent Decimal Number characters
| Value | Count | Frequency (%) | |
| 3 | 865 | 84.1% | |
| 4 | 164 | 15.9% |
Most occurring scripts
| Value | Count | Frequency (%) | |
| Common | 1029 | 100.0% |
Most frequent Common characters
| Value | Count | Frequency (%) | |
| 3 | 865 | 84.1% | |
| 4 | 164 | 15.9% |
Most occurring blocks
| Value | Count | Frequency (%) | |
| ASCII | 1029 | 100.0% |
Most frequent ASCII characters
| Value | Count | Frequency (%) | |
| 3 | 865 | 84.1% | |
| 4 | 164 | 15.9% |
RelationshipSatisfaction
Categorical
| Distinct | 4 |
|---|---|
| Distinct (%) | 0.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 8.2 KiB |
| 3 | |
|---|---|
| 4 | |
| 2 | |
| 1 |
| Value | Count | Frequency (%) | |
| 3 | 318 | 30.9% | |
| 4 | 293 | 28.5% | |
| 2 | 224 | 21.8% | |
| 1 | 194 | 18.9% |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Most occurring characters
| Value | Count | Frequency (%) | |
| 3 | 318 | 30.9% | |
| 4 | 293 | 28.5% | |
| 2 | 224 | 21.8% | |
| 1 | 194 | 18.9% |
Most occurring categories
| Value | Count | Frequency (%) | |
| Decimal Number | 1029 | 100.0% |
Most frequent Decimal Number characters
| Value | Count | Frequency (%) | |
| 3 | 318 | 30.9% | |
| 4 | 293 | 28.5% | |
| 2 | 224 | 21.8% | |
| 1 | 194 | 18.9% |
Most occurring scripts
| Value | Count | Frequency (%) | |
| Common | 1029 | 100.0% |
Most frequent Common characters
| Value | Count | Frequency (%) | |
| 3 | 318 | 30.9% | |
| 4 | 293 | 28.5% | |
| 2 | 224 | 21.8% | |
| 1 | 194 | 18.9% |
Most occurring blocks
| Value | Count | Frequency (%) | |
| ASCII | 1029 | 100.0% |
Most frequent ASCII characters
| Value | Count | Frequency (%) | |
| 3 | 318 | 30.9% | |
| 4 | 293 | 28.5% | |
| 2 | 224 | 21.8% | |
| 1 | 194 | 18.9% |
| Distinct | 1 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 8.2 KiB |
| 80 |
|---|
| Value | Count | Frequency (%) | |
| 80 | 1029 | 100.0% |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Length
| Max length | 2 |
|---|---|
| Median length | 2 |
| Mean length | 2 |
| Min length | 2 |
Most occurring characters
| Value | Count | Frequency (%) | |
| 8 | 1029 | 50.0% | |
| 0 | 1029 | 50.0% |
Most occurring categories
| Value | Count | Frequency (%) | |
| Decimal Number | 2058 | 100.0% |
Most frequent Decimal Number characters
| Value | Count | Frequency (%) | |
| 8 | 1029 | 50.0% | |
| 0 | 1029 | 50.0% |
Most occurring scripts
| Value | Count | Frequency (%) | |
| Common | 2058 | 100.0% |
Most frequent Common characters
| Value | Count | Frequency (%) | |
| 8 | 1029 | 50.0% | |
| 0 | 1029 | 50.0% |
Most occurring blocks
| Value | Count | Frequency (%) | |
| ASCII | 2058 | 100.0% |
Most frequent ASCII characters
| Value | Count | Frequency (%) | |
| 8 | 1029 | 50.0% | |
| 0 | 1029 | 50.0% |
StockOptionLevel
Categorical
| Distinct | 4 |
|---|---|
| Distinct (%) | 0.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 8.2 KiB |
| 0 | |
|---|---|
| 1 | |
| 2 | |
| 3 |
| Value | Count | Frequency (%) | |
| 0 | 432 | 42.0% | |
| 1 | 417 | 40.5% | |
| 2 | 111 | 10.8% | |
| 3 | 69 | 6.7% |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Most occurring characters
| Value | Count | Frequency (%) | |
| 0 | 432 | 42.0% | |
| 1 | 417 | 40.5% | |
| 2 | 111 | 10.8% | |
| 3 | 69 | 6.7% |
Most occurring categories
| Value | Count | Frequency (%) | |
| Decimal Number | 1029 | 100.0% |
Most frequent Decimal Number characters
| Value | Count | Frequency (%) | |
| 0 | 432 | 42.0% | |
| 1 | 417 | 40.5% | |
| 2 | 111 | 10.8% | |
| 3 | 69 | 6.7% |
Most occurring scripts
| Value | Count | Frequency (%) | |
| Common | 1029 | 100.0% |
Most frequent Common characters
| Value | Count | Frequency (%) | |
| 0 | 432 | 42.0% | |
| 1 | 417 | 40.5% | |
| 2 | 111 | 10.8% | |
| 3 | 69 | 6.7% |
Most occurring blocks
| Value | Count | Frequency (%) | |
| ASCII | 1029 | 100.0% |
Most frequent ASCII characters
| Value | Count | Frequency (%) | |
| 0 | 432 | 42.0% | |
| 1 | 417 | 40.5% | |
| 2 | 111 | 10.8% | |
| 3 | 69 | 6.7% |
TotalWorkingYears
Real number (ℝ≥0)
| Distinct | 40 |
|---|---|
| Distinct (%) | 3.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 11.19630709 |
|---|---|
| Minimum | 0 |
| Maximum | 40 |
| Zeros | 6 |
| Zeros (%) | 0.6% |
| Memory size | 8.2 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 6 |
| median | 10 |
| Q3 | 15 |
| 95-th percentile | 28 |
| Maximum | 40 |
| Range | 40 |
| Interquartile range (IQR) | 9 |
Descriptive statistics
| Standard deviation | 7.85758116 |
|---|---|
| Coefficient of variation (CV) | 0.7018011469 |
| Kurtosis | 0.7914308701 |
| Mean | 11.19630709 |
| Median Absolute Deviation (MAD) | 5 |
| Skewness | 1.079672117 |
| Sum | 11521 |
| Variance | 61.74158168 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) | |
| 10 | 134 | 13.0% | |
| 6 | 92 | 8.9% | |
| 8 | 73 | 7.1% | |
| 5 | 67 | 6.5% | |
| 1 | 66 | 6.4% | |
| 9 | 57 | 5.5% | |
| 4 | 48 | 4.7% | |
| 7 | 45 | 4.4% | |
| 15 | 31 | 3.0% | |
| 3 | 30 | 2.9% | |
| 12 | 29 | 2.8% | |
| 11 | 28 | 2.7% | |
| 21 | 27 | 2.6% | |
| 13 | 27 | 2.6% | |
| 16 | 25 | 2.4% | |
| 2 | 24 | 2.3% | |
| 20 | 23 | 2.2% | |
| 17 | 22 | 2.1% | |
| 18 | 20 | 1.9% | |
| 14 | 19 | 1.8% | |
| 19 | 19 | 1.8% | |
| 23 | 15 | 1.5% | |
| 24 | 14 | 1.4% | |
| 22 | 13 | 1.3% | |
| 26 | 9 | 0.9% | |
| Other values (15) | 72 | 7.0% |
| Value | Count | Frequency (%) | |
| 0 | 6 | 0.6% | |
| 1 | 66 | 6.4% | |
| 2 | 24 | 2.3% | |
| 3 | 30 | 2.9% | |
| 4 | 48 | 4.7% | |
| 5 | 67 | 6.5% | |
| 6 | 92 | 8.9% | |
| 7 | 45 | 4.4% | |
| 8 | 73 | 7.1% | |
| 9 | 57 | 5.5% |
| Value | Count | Frequency (%) | |
| 40 | 1 | 0.1% | |
| 38 | 1 | 0.1% | |
| 37 | 2 | 0.2% | |
| 36 | 4 | 0.4% | |
| 35 | 3 | 0.3% | |
| 34 | 4 | 0.4% | |
| 33 | 4 | 0.4% | |
| 32 | 6 | 0.6% | |
| 31 | 9 | 0.9% | |
| 30 | 4 | 0.4% |
| Distinct | 7 |
|---|---|
| Distinct (%) | 0.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.782312925 |
|---|---|
| Minimum | 0 |
| Maximum | 6 |
| Zeros | 39 |
| Zeros (%) | 3.8% |
| Memory size | 8.2 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 2 |
| median | 3 |
| Q3 | 3 |
| 95-th percentile | 5 |
| Maximum | 6 |
| Range | 6 |
| Interquartile range (IQR) | 1 |
Descriptive statistics
| Standard deviation | 1.28340125 |
|---|---|
| Coefficient of variation (CV) | 0.4612713541 |
| Kurtosis | 0.564671261 |
| Mean | 2.782312925 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 0.5580773883 |
| Sum | 2863 |
| Variance | 1.64711877 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) | |
| 2 | 385 | 37.4% | |
| 3 | 346 | 33.6% | |
| 4 | 85 | 8.3% | |
| 5 | 79 | 7.7% | |
| 1 | 50 | 4.9% | |
| 6 | 45 | 4.4% | |
| 0 | 39 | 3.8% |
| Value | Count | Frequency (%) | |
| 0 | 39 | 3.8% | |
| 1 | 50 | 4.9% | |
| 2 | 385 | 37.4% | |
| 3 | 346 | 33.6% | |
| 4 | 85 | 8.3% | |
| 5 | 79 | 7.7% | |
| 6 | 45 | 4.4% |
| Value | Count | Frequency (%) | |
| 6 | 45 | 4.4% | |
| 5 | 79 | 7.7% | |
| 4 | 85 | 8.3% | |
| 3 | 346 | 33.6% | |
| 2 | 385 | 37.4% | |
| 1 | 50 | 4.9% | |
| 0 | 39 | 3.8% |
WorkLifeBalance
Categorical
| Distinct | 4 |
|---|---|
| Distinct (%) | 0.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 8.2 KiB |
| 3 | |
|---|---|
| 2 | |
| 4 | |
| 1 | 54 |
| Value | Count | Frequency (%) | |
| 3 | 626 | 60.8% | |
| 2 | 250 | 24.3% | |
| 4 | 99 | 9.6% | |
| 1 | 54 | 5.2% |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Most occurring characters
| Value | Count | Frequency (%) | |
| 3 | 626 | 60.8% | |
| 2 | 250 | 24.3% | |
| 4 | 99 | 9.6% | |
| 1 | 54 | 5.2% |
Most occurring categories
| Value | Count | Frequency (%) | |
| Decimal Number | 1029 | 100.0% |
Most frequent Decimal Number characters
| Value | Count | Frequency (%) | |
| 3 | 626 | 60.8% | |
| 2 | 250 | 24.3% | |
| 4 | 99 | 9.6% | |
| 1 | 54 | 5.2% |
Most occurring scripts
| Value | Count | Frequency (%) | |
| Common | 1029 | 100.0% |
Most frequent Common characters
| Value | Count | Frequency (%) | |
| 3 | 626 | 60.8% | |
| 2 | 250 | 24.3% | |
| 4 | 99 | 9.6% | |
| 1 | 54 | 5.2% |
Most occurring blocks
| Value | Count | Frequency (%) | |
| ASCII | 1029 | 100.0% |
Most frequent ASCII characters
| Value | Count | Frequency (%) | |
| 3 | 626 | 60.8% | |
| 2 | 250 | 24.3% | |
| 4 | 99 | 9.6% | |
| 1 | 54 | 5.2% |
| Distinct | 32 |
|---|---|
| Distinct (%) | 3.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 6.942662779 |
|---|---|
| Minimum | 0 |
| Maximum | 37 |
| Zeros | 31 |
| Zeros (%) | 3.0% |
| Memory size | 8.2 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 3 |
| median | 5 |
| Q3 | 10 |
| 95-th percentile | 20 |
| Maximum | 37 |
| Range | 37 |
| Interquartile range (IQR) | 7 |
Descriptive statistics
| Standard deviation | 6.068321865 |
|---|---|
| Coefficient of variation (CV) | 0.8740625979 |
| Kurtosis | 3.314188601 |
| Mean | 6.942662779 |
| Median Absolute Deviation (MAD) | 3 |
| Skewness | 1.670784773 |
| Sum | 7144 |
| Variance | 36.82453026 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) | |
| 5 | 137 | 13.3% | |
| 1 | 125 | 12.1% | |
| 3 | 89 | 8.6% | |
| 2 | 88 | 8.6% | |
| 10 | 86 | 8.4% | |
| 4 | 85 | 8.3% | |
| 7 | 56 | 5.4% | |
| 6 | 55 | 5.3% | |
| 9 | 53 | 5.2% | |
| 8 | 50 | 4.9% | |
| 0 | 31 | 3.0% | |
| 11 | 24 | 2.3% | |
| 20 | 23 | 2.2% | |
| 13 | 14 | 1.4% | |
| 15 | 14 | 1.4% | |
| 14 | 12 | 1.2% | |
| 22 | 10 | 1.0% | |
| 18 | 10 | 1.0% | |
| 21 | 10 | 1.0% | |
| 12 | 10 | 1.0% | |
| 16 | 9 | 0.9% | |
| 19 | 8 | 0.8% | |
| 17 | 7 | 0.7% | |
| 33 | 4 | 0.4% | |
| 24 | 4 | 0.4% | |
| Other values (7) | 15 | 1.5% |
| Value | Count | Frequency (%) | |
| 0 | 31 | 3.0% | |
| 1 | 125 | 12.1% | |
| 2 | 88 | 8.6% | |
| 3 | 89 | 8.6% | |
| 4 | 85 | 8.3% | |
| 5 | 137 | 13.3% | |
| 6 | 55 | 5.3% | |
| 7 | 56 | 5.4% | |
| 8 | 50 | 4.9% | |
| 9 | 53 | 5.2% |
| Value | Count | Frequency (%) | |
| 37 | 1 | 0.1% | |
| 33 | 4 | 0.4% | |
| 32 | 3 | 0.3% | |
| 31 | 3 | 0.3% | |
| 29 | 1 | 0.1% | |
| 27 | 1 | 0.1% | |
| 26 | 3 | 0.3% | |
| 25 | 3 | 0.3% | |
| 24 | 4 | 0.4% | |
| 22 | 10 | 1.0% |
| Distinct | 19 |
|---|---|
| Distinct (%) | 1.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 4.21574344 |
|---|---|
| Minimum | 0 |
| Maximum | 18 |
| Zeros | 169 |
| Zeros (%) | 16.4% |
| Memory size | 8.2 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 2 |
| median | 3 |
| Q3 | 7 |
| 95-th percentile | 11 |
| Maximum | 18 |
| Range | 18 |
| Interquartile range (IQR) | 5 |
Descriptive statistics
| Standard deviation | 3.658594827 |
|---|---|
| Coefficient of variation (CV) | 0.8678409582 |
| Kurtosis | 0.526143659 |
| Mean | 4.21574344 |
| Median Absolute Deviation (MAD) | 3 |
| Skewness | 0.9622430334 |
| Sum | 4338 |
| Variance | 13.38531611 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) | |
| 2 | 268 | 26.0% | |
| 0 | 169 | 16.4% | |
| 7 | 146 | 14.2% | |
| 3 | 92 | 8.9% | |
| 4 | 75 | 7.3% | |
| 8 | 57 | 5.5% | |
| 9 | 48 | 4.7% | |
| 1 | 42 | 4.1% | |
| 6 | 27 | 2.6% | |
| 5 | 26 | 2.5% | |
| 10 | 22 | 2.1% | |
| 11 | 13 | 1.3% | |
| 13 | 11 | 1.1% | |
| 14 | 9 | 0.9% | |
| 12 | 8 | 0.8% | |
| 15 | 7 | 0.7% | |
| 16 | 5 | 0.5% | |
| 17 | 3 | 0.3% | |
| 18 | 1 | 0.1% |
| Value | Count | Frequency (%) | |
| 0 | 169 | 16.4% | |
| 1 | 42 | 4.1% | |
| 2 | 268 | 26.0% | |
| 3 | 92 | 8.9% | |
| 4 | 75 | 7.3% | |
| 5 | 26 | 2.5% | |
| 6 | 27 | 2.6% | |
| 7 | 146 | 14.2% | |
| 8 | 57 | 5.5% | |
| 9 | 48 | 4.7% |
| Value | Count | Frequency (%) | |
| 18 | 1 | 0.1% | |
| 17 | 3 | 0.3% | |
| 16 | 5 | 0.5% | |
| 15 | 7 | 0.7% | |
| 14 | 9 | 0.9% | |
| 13 | 11 | 1.1% | |
| 12 | 8 | 0.8% | |
| 11 | 13 | 1.3% | |
| 10 | 22 | 2.1% | |
| 9 | 48 | 4.7% |
| Distinct | 16 |
|---|---|
| Distinct (%) | 1.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.119533528 |
|---|---|
| Minimum | 0 |
| Maximum | 15 |
| Zeros | 415 |
| Zeros (%) | 40.3% |
| Memory size | 8.2 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 1 |
| Q3 | 2 |
| 95-th percentile | 9 |
| Maximum | 15 |
| Range | 15 |
| Interquartile range (IQR) | 2 |
Descriptive statistics
| Standard deviation | 3.10865138 |
|---|---|
| Coefficient of variation (CV) | 1.466667707 |
| Kurtosis | 3.474949451 |
| Mean | 2.119533528 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 1.947710195 |
| Sum | 2181 |
| Variance | 9.663713401 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) | |
| 0 | 415 | 40.3% | |
| 1 | 245 | 23.8% | |
| 2 | 115 | 11.2% | |
| 7 | 52 | 5.1% | |
| 4 | 41 | 4.0% | |
| 3 | 33 | 3.2% | |
| 5 | 31 | 3.0% | |
| 6 | 25 | 2.4% | |
| 11 | 16 | 1.6% | |
| 8 | 16 | 1.6% | |
| 9 | 11 | 1.1% | |
| 13 | 7 | 0.7% | |
| 12 | 7 | 0.7% | |
| 15 | 6 | 0.6% | |
| 10 | 5 | 0.5% | |
| 14 | 4 | 0.4% |
| Value | Count | Frequency (%) | |
| 0 | 415 | 40.3% | |
| 1 | 245 | 23.8% | |
| 2 | 115 | 11.2% | |
| 3 | 33 | 3.2% | |
| 4 | 41 | 4.0% | |
| 5 | 31 | 3.0% | |
| 6 | 25 | 2.4% | |
| 7 | 52 | 5.1% | |
| 8 | 16 | 1.6% | |
| 9 | 11 | 1.1% |
| Value | Count | Frequency (%) | |
| 15 | 6 | 0.6% | |
| 14 | 4 | 0.4% | |
| 13 | 7 | 0.7% | |
| 12 | 7 | 0.7% | |
| 11 | 16 | 1.6% | |
| 10 | 5 | 0.5% | |
| 9 | 11 | 1.1% | |
| 8 | 16 | 1.6% | |
| 7 | 52 | 5.1% | |
| 6 | 25 | 2.4% |
| Distinct | 17 |
|---|---|
| Distinct (%) | 1.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 4.005830904 |
|---|---|
| Minimum | 0 |
| Maximum | 17 |
| Zeros | 188 |
| Zeros (%) | 18.3% |
| Memory size | 8.2 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 2 |
| median | 3 |
| Q3 | 7 |
| 95-th percentile | 10 |
| Maximum | 17 |
| Range | 17 |
| Interquartile range (IQR) | 5 |
Descriptive statistics
| Standard deviation | 3.522573815 |
|---|---|
| Coefficient of variation (CV) | 0.8793615854 |
| Kurtosis | 0.283419303 |
| Mean | 4.005830904 |
| Median Absolute Deviation (MAD) | 3 |
| Skewness | 0.8800434637 |
| Sum | 4122 |
| Variance | 12.40852628 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) | |
| 2 | 248 | 24.1% | |
| 0 | 188 | 18.3% | |
| 7 | 135 | 13.1% | |
| 3 | 99 | 9.6% | |
| 8 | 76 | 7.4% | |
| 4 | 71 | 6.9% | |
| 1 | 57 | 5.5% | |
| 9 | 47 | 4.6% | |
| 5 | 26 | 2.5% | |
| 10 | 18 | 1.7% | |
| 6 | 17 | 1.7% | |
| 11 | 16 | 1.6% | |
| 12 | 12 | 1.2% | |
| 13 | 7 | 0.7% | |
| 17 | 6 | 0.6% | |
| 15 | 3 | 0.3% | |
| 14 | 3 | 0.3% |
| Value | Count | Frequency (%) | |
| 0 | 188 | 18.3% | |
| 1 | 57 | 5.5% | |
| 2 | 248 | 24.1% | |
| 3 | 99 | 9.6% | |
| 4 | 71 | 6.9% | |
| 5 | 26 | 2.5% | |
| 6 | 17 | 1.7% | |
| 7 | 135 | 13.1% | |
| 8 | 76 | 7.4% | |
| 9 | 47 | 4.6% |
| Value | Count | Frequency (%) | |
| 17 | 6 | 0.6% | |
| 15 | 3 | 0.3% | |
| 14 | 3 | 0.3% | |
| 13 | 7 | 0.7% | |
| 12 | 12 | 1.2% | |
| 11 | 16 | 1.6% | |
| 10 | 18 | 1.7% | |
| 9 | 47 | 4.6% | |
| 8 | 76 | 7.4% | |
| 7 | 135 | 13.1% |
Pearson's r
The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.
Spearman's ρ
The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.
Kendall's τ
Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.
Phik (φk)
Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.Cramér's V (φc)
Cramér's V is an association measure for nominal random variables. The coefficient ranges from 0 to 1, with 0 indicating independence and 1 indicating perfect association. The empirical estimators used for Cramér's V have been proved to be biased, even for large samples. We use a bias-corrected measure that has been proposed by Bergsma in 2013 that can be found here.First rows
| Age | Attrition | BusinessTravel | DailyRate | Department | DistanceFromHome | Education | EducationField | EmployeeCount | EmployeeNumber | EnvironmentSatisfaction | Gender | HourlyRate | JobInvolvement | JobLevel | JobRole | JobSatisfaction | MaritalStatus | MonthlyIncome | MonthlyRate | NumCompaniesWorked | Over18 | OverTime | PercentSalaryHike | PerformanceRating | RelationshipSatisfaction | StandardHours | StockOptionLevel | TotalWorkingYears | TrainingTimesLastYear | WorkLifeBalance | YearsAtCompany | YearsInCurrentRole | YearsSinceLastPromotion | YearsWithCurrManager | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 50.0 | No | Travel_Rarely | 1126.0 | Research & Development | 1.0 | 2 | Medical | 1 | 997 | 4 | Male | 66 | 3 | 4 | Research Director | 4 | Divorced | 17399 | 6615 | 9 | Y | No | 22 | 4 | 3 | 80 | 1 | 32 | 1 | 2 | 5 | 4 | 1 | 3 |
| 1 | 36.0 | No | Travel_Rarely | 216.0 | Research & Development | 6.0 | 2 | Medical | 1 | 178 | 2 | Male | 84 | 3 | 2 | Manufacturing Director | 2 | Divorced | 4941 | 2819 | 6 | Y | No | 20 | 4 | 4 | 80 | 2 | 7 | 0 | 3 | 3 | 2 | 0 | 1 |
| 2 | 21.0 | Yes | Travel_Rarely | 337.0 | Sales | 7.0 | 1 | Marketing | 1 | 1780 | 2 | Male | 31 | 3 | 1 | Sales Representative | 2 | Single | 2679 | 4567 | 1 | Y | No | 13 | 3 | 2 | 80 | 0 | 1 | 3 | 3 | 1 | 0 | 1 | 0 |
| 3 | 50.0 | No | Travel_Frequently | 1246.0 | Human Resources | NaN | 3 | Medical | 1 | 644 | 1 | Male | 99 | 3 | 5 | Manager | 2 | Married | 18200 | 7999 | 1 | Y | No | 11 | 3 | 3 | 80 | 1 | 32 | 2 | 3 | 32 | 5 | 10 | 7 |
| 4 | 52.0 | No | Travel_Rarely | 994.0 | Research & Development | 7.0 | 4 | Life Sciences | 1 | 1118 | 2 | Male | 87 | 3 | 3 | Healthcare Representative | 2 | Single | 10445 | 15322 | 7 | Y | No | 19 | 3 | 4 | 80 | 0 | 18 | 4 | 3 | 8 | 6 | 4 | 0 |
| 5 | 33.0 | Yes | Travel_Rarely | 1277.0 | Research & Development | 15.0 | 1 | Medical | 1 | 582 | 2 | Male | 56 | 3 | 3 | Manager | 3 | Married | 13610 | 24619 | 7 | Y | Yes | 12 | 3 | 4 | 80 | 0 | 15 | 2 | 4 | 7 | 6 | 7 | 7 |
| 6 | 47.0 | No | Travel_Rarely | 1001.0 | Research & Development | 4.0 | 3 | Life Sciences | 1 | 1827 | 3 | Female | 92 | 2 | 3 | Manufacturing Director | 2 | Divorced | 10333 | 19271 | 8 | Y | Yes | 12 | 3 | 3 | 80 | 1 | 28 | 4 | 3 | 22 | 11 | 14 | 10 |
| 7 | 22.0 | No | Travel_Rarely | 1230.0 | Research & Development | 1.0 | 2 | Life Sciences | 1 | 872 | 4 | Male | 33 | 2 | 2 | Manufacturing Director | 4 | Married | 4775 | 19146 | 6 | Y | No | 22 | 4 | 1 | 80 | 2 | 4 | 2 | 1 | 2 | 2 | 2 | 2 |
| 8 | NaN | Yes | Travel_Rarely | 890.0 | Research & Development | 2.0 | 4 | Medical | 1 | 828 | 3 | Male | 46 | 3 | 1 | Research Scientist | 3 | Single | 4382 | 16374 | 6 | Y | No | 17 | 3 | 4 | 80 | 0 | 5 | 3 | 2 | 2 | 2 | 2 | 1 |
| 9 | 33.0 | No | Non-Travel | 530.0 | Sales | 16.0 | 3 | Life Sciences | 1 | 1681 | 3 | Female | 36 | 3 | 2 | Sales Executive | 4 | Divorced | 5368 | 16130 | 1 | Y | Yes | 25 | 4 | 3 | 80 | 1 | 7 | 2 | 3 | 6 | 5 | 1 | 2 |
Last rows
| Age | Attrition | BusinessTravel | DailyRate | Department | DistanceFromHome | Education | EducationField | EmployeeCount | EmployeeNumber | EnvironmentSatisfaction | Gender | HourlyRate | JobInvolvement | JobLevel | JobRole | JobSatisfaction | MaritalStatus | MonthlyIncome | MonthlyRate | NumCompaniesWorked | Over18 | OverTime | PercentSalaryHike | PerformanceRating | RelationshipSatisfaction | StandardHours | StockOptionLevel | TotalWorkingYears | TrainingTimesLastYear | WorkLifeBalance | YearsAtCompany | YearsInCurrentRole | YearsSinceLastPromotion | YearsWithCurrManager | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 1019 | 23.0 | No | Travel_Rarely | 160.0 | Research & Development | 4.0 | 1 | Medical | 1 | 1735 | 3 | Female | 51 | 3 | 1 | Laboratory Technician | 2 | Single | 3295 | 12862 | 1 | Y | No | 13 | 3 | 3 | 80 | 0 | 3 | 3 | 1 | 3 | 2 | 1 | 2 |
| 1020 | 41.0 | No | Travel_Rarely | 1276.0 | Sales | 2.0 | 5 | Life Sciences | 1 | 625 | 2 | Female | 91 | 3 | 4 | Manager | 1 | Married | 16595 | 5626 | 7 | Y | No | 16 | 3 | 2 | 80 | 1 | 22 | 2 | 3 | 18 | 16 | 11 | 8 |
| 1021 | 33.0 | No | Non-Travel | 750.0 | Sales | 22.0 | 2 | Marketing | 1 | 160 | 3 | Male | 95 | 3 | 2 | Sales Executive | 2 | Married | 6146 | 15480 | 0 | Y | No | 13 | 3 | 1 | 80 | 1 | 8 | 2 | 4 | 7 | 7 | 0 | 7 |
| 1022 | 49.0 | No | Travel_Rarely | 1495.0 | Research & Development | NaN | 4 | Technical Degree | 1 | 1473 | 1 | Male | 96 | 3 | 2 | Healthcare Representative | 3 | Married | 6651 | 21534 | 2 | Y | No | 14 | 3 | 2 | 80 | 1 | 20 | 0 | 2 | 3 | 2 | 1 | 2 |
| 1023 | 33.0 | No | Travel_Rarely | 589.0 | Research & Development | 28.0 | 4 | Life Sciences | 1 | 1549 | 2 | Male | 79 | 3 | 2 | Laboratory Technician | 3 | Married | 5207 | 22949 | 1 | Y | Yes | 12 | 3 | 2 | 80 | 1 | 15 | 3 | 3 | 15 | 14 | 5 | 7 |
| 1024 | NaN | No | Travel_Rarely | 750.0 | Research & Development | 28.0 | 3 | Life Sciences | 1 | 1596 | 2 | Male | 46 | 4 | 2 | Laboratory Technician | 3 | Married | 3407 | 25348 | 1 | Y | No | 17 | 3 | 4 | 80 | 2 | 10 | 3 | 2 | 10 | 9 | 6 | 8 |
| 1025 | 41.0 | No | Travel_Rarely | 447.0 | Research & Development | NaN | 3 | Life Sciences | 1 | 1814 | 2 | Male | 85 | 4 | 2 | Healthcare Representative | 2 | Single | 6870 | 15530 | 3 | Y | No | 12 | 3 | 1 | 80 | 0 | 11 | 3 | 1 | 3 | 2 | 1 | 2 |
| 1026 | 22.0 | Yes | Travel_Frequently | 1256.0 | Research & Development | NaN | 4 | Life Sciences | 1 | 1203 | 3 | Male | 48 | 2 | 1 | Research Scientist | 4 | Married | 2853 | 4223 | 0 | Y | Yes | 11 | 3 | 2 | 80 | 1 | 1 | 5 | 3 | 0 | 0 | 0 | 0 |
| 1027 | 29.0 | No | Travel_Rarely | 1378.0 | Research & Development | 13.0 | 2 | Other | 1 | 2053 | 4 | Male | 46 | 2 | 2 | Laboratory Technician | 2 | Married | 4025 | 23679 | 4 | Y | Yes | 13 | 3 | 1 | 80 | 1 | 10 | 2 | 3 | 4 | 3 | 0 | 3 |
| 1028 | 50.0 | No | Travel_Rarely | 264.0 | Sales | 9.0 | 3 | Marketing | 1 | 1591 | 3 | Male | 59 | 3 | 5 | Manager | 3 | Married | 19331 | 19519 | 4 | Y | Yes | 16 | 3 | 3 | 80 | 1 | 27 | 2 | 3 | 1 | 0 | 0 | 0 |